{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "db5cda43",
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "import os, sys\n",
    "import tushare as ts\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import talib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "76536f1b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "44c5e9d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "本接口即将停止更新，请尽快使用Pro版接口：https://tushare.pro/document/2\n",
      "                MACD  MACDsignal  MACDhist\n",
      "date                                      \n",
      "2022-01-06  0.271267    0.160372  0.110895\n",
      "2022-01-07  0.418678    0.212033  0.206645\n",
      "2022-01-10  0.540568    0.277740  0.262828\n",
      "2022-01-11  0.612356    0.344663  0.267693\n",
      "2022-01-12  0.640881    0.403907  0.236974\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "code = '601318'\n",
    "# if len(sys.argv) ==2:\n",
    "#     code = sys.argv[1]\n",
    "# else:\n",
    "#     print('usage: python talib_rsi.py stockcode ')\n",
    "#     sys.exit(1)\n",
    " \n",
    "# if len(code) !=6:\n",
    "#     print('stock code length: 6')\n",
    "#     sys.exit(2)\n",
    " \n",
    "df = ts.get_k_data(code)\n",
    "\n",
    "if len(df) <30:\n",
    "    print(\" len(df) <30 \")\n",
    "    sys.exit(2)\n",
    "df = df[ df['date'] > '2020-01-01']\n",
    "df['ma10'] = df['close'].rolling(window=10).mean()\n",
    "df.index = pd.to_datetime(df.date)\n",
    "dw = pd.DataFrame()\n",
    "#close = np.array(df['close'])\n",
    " \n",
    "# 调用talib计算指数移动平均线的值\n",
    "#df['EMA12'] = talib.EMA(close, timeperiod=6)  \n",
    "#df['EMA26'] = talib.EMA(close, timeperiod=12)   \n",
    " \n",
    "# 调用talib 计算 MACD指标\n",
    "dw['MACD'],dw['MACDsignal'],dw['MACDhist'] = talib.MACD(df.close, fastperiod=12, slowperiod=26, signalperiod=9)   \n",
    "print(dw.tail(5))\n",
    " \n",
    "# 画股票收盘价图\n",
    "fig,axes = plt.subplots(2,1)\n",
    "df[['close', 'ma10']].plot(ax=axes[0], grid=True, title=code)\n",
    "# 画 MACD 曲线图\n",
    "dw[['MACD','MACDsignal', 'MACDhist']].plot(ax=axes[1], grid=True)\n",
    "plt.legend(loc='best', shadow=True)\n",
    "plt.show()\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e8fcc43",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
